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Model
PTMLocScale
PTMLocScale.all_parameter_names()
PTMLocScale.all_sampled_parameter_names()
PTMLocScale.build_graph()
PTMLocScale.from_nparam()
PTMLocScale.new_from_graph()
PTMLocScale.optimize_knots()
PTMLocScale.setup_engine_builder()
PTMLocScale.waic()
PTMLocScale.knots
PTMLocScale.transition_width
PTMLocScale.loc_model
PTMLocScale.log_scale_model
PTMLocScale.scale_model
PTMLocScale.normalization_tau2
PTMLocScale.scale_after_transformation
PTMLocScale.scaling_factor
PTMLocScale.shape_param_prior
PTMLocScale.loc_intercept
PTMLocScale.scale_intercept_exp
PTMLocScale.loc
PTMLocScale.scale
PTMLocScale.residuals
PTMLocScale.normalization
PTMLocScale.z_deriv
PTMLocScale.z
PTMLocScale.refdist
PTMLocScale.response
PTMLocScale.intercept_names
PTMLocScalePredictions
PTMLocScalePredictions.predict_cdf()
PTMLocScalePredictions.predict_loc()
PTMLocScalePredictions.predict_log_prob()
PTMLocScalePredictions.predict_normalization_and_deriv()
PTMLocScalePredictions.predict_normalization_deriv()
PTMLocScalePredictions.predict_normalization_inverse()
PTMLocScalePredictions.predict_pdf()
PTMLocScalePredictions.predict_quantile()
PTMLocScalePredictions.predict_resid_quantile()
PTMLocScalePredictions.predict_residual_cdf()
PTMLocScalePredictions.predict_residual_log_prob()
PTMLocScalePredictions.predict_residual_pdf()
PTMLocScalePredictions.predict_residuals()
PTMLocScalePredictions.predict_scale()
PTMLocScalePredictions.predict_transformation()
PTMLocScalePredictions.predict_transformation_deriv()
PTMLocScalePredictions.predict_transformation_inverse()
PTMLocScalePredictions.predict_z()
PTMLocScalePredictions.predict_z_deriv()
PTMLocScalePredictions.sample()
PTMLocScalePredictions.summarise_density_by_quantiles()
PTMLocScalePredictions.summarise_density_by_samples()
PTMLocScalePredictions.summarise_transformation_by_quantiles()
PTMLocScalePredictions.samples
PTMLocScalePredictions.model
ShapePrior
ShapePrior.RANDOM_WALK
ShapePrior.RIDGE
Predictor
Predictor.predict()
Predictor.with_intercept()
Predictor.hyper_parameters
Predictor.nuts_params
Predictor.parameters
Predictor.terms
Predictor.intercept
Covariate terms
LinearTerm
LinearTerm.predict()
LinearTerm.predict_elementwise()
LinearTerm.summarise_by_quantiles()
LinearTerm.summarise_by_samples()
LinearTerm.hyper_parameters
LinearTerm.nuts_params
LinearTerm.observed_value
LinearTerm.parameters
LinearTerm.value
LinearTerm.x
LinearTerm.coef
LinearTerm.smooth
LinearTerm.mcmc_kernels
StructuredAdditiveTerm
StructuredAdditiveTerm.predict()
StructuredAdditiveTerm.pspline()
StructuredAdditiveTerm.summarise_by_quantiles()
StructuredAdditiveTerm.summarise_by_samples()
StructuredAdditiveTerm.hyper_parameters
StructuredAdditiveTerm.observed_value
StructuredAdditiveTerm.parameters
StructuredAdditiveTerm.value
StructuredAdditiveTerm.x
StructuredAdditiveTerm.basis_fn
StructuredAdditiveTerm.basis
StructuredAdditiveTerm.K
StructuredAdditiveTerm.tau2
StructuredAdditiveTerm.coef
StructuredAdditiveTerm.smooth
StructuredAdditiveTerm.mcmc_kernels
PSpline
PSpline.x
PSpline.basis_fn
PSpline.basis
PSpline.K
PSpline.tau2
PSpline.coef
PSpline.smooth
PSpline.mcmc_kernels
RandomIntercept
RandomIntercept.pspline()
RandomIntercept.x
RandomIntercept.basis_fn
RandomIntercept.basis
RandomIntercept.K
RandomIntercept.tau2
RandomIntercept.coef
RandomIntercept.smooth
RandomIntercept.mcmc_kernels
Variable classes
VarWeibull
VarWeibull.predict()
VarWeibull.transformed
VarInverseGamma
VarInverseGamma.predict()
VarInverseGamma.transformed
VarHalfCauchy
VarHalfCauchy.predict()
VarHalfCauchy.scale_param
VarHalfCauchy.transformed
ScaleWeibull
ScaleWeibull.predict()
ScaleInverseGamma
ScaleInverseGamma.predict()
ScaleInverseGamma.variance_param
ScaleInverseGamma.transformed
ScaleHalfCauchy
ScaleHalfCauchy.predict()
ScaleHalfCauchy.transformed
SymmetricallyBoundedScalar
SymmetricallyBoundedScalar.predict()
SymmetricallyBoundedScalar.unit_var
SymmetricallyBoundedScalar.transformed
TransformedVar
TransformedVar.predict()
TransformedVar.transformed
Data generation
PTMLocScaleDataGen
PTMLocScaleDataGen.dfgrid()
PTMLocScaleDataGen.loc()
PTMLocScaleDataGen.normalization()
PTMLocScaleDataGen.normalization_inv()
PTMLocScaleDataGen.sample()
PTMLocScaleDataGen.scale()
PTMLocScaleDataGen.to_df()
PTMLocScaleDataGen.transformation()
PTMLocScaleDataGen.transformation_deriv()
PTMLocScaleDataGen.transformation_inverse()
PTMLocScaleDataGen.knots
PTMLocScaleDataGen.shape
sample_shape()
Helpers
nullspace_remover()
diffpen()
sumzero_term()
sumzero_coef()
bspline_basis()
kn()
.rst
.pdf
PSpline.K
Contents
PSpline.K
PSpline.K
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PSpline.
K
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Penalty matrix node.
Contents
PSpline.K
